{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "cf2ee365",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "7a7b7a6471fe40f5a9940af2154cfb92",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Fetching 21 files:   0%|          | 0/21 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "'/home/mesolitica/stt/Classification-Speech-Instructions'"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from huggingface_hub import snapshot_download\n",
    "\n",
    "snapshot_download(\n",
    "    repo_id=\"mesolitica/Classification-Speech-Instructions\",\n",
    "    repo_type='dataset',\n",
    "    allow_patterns=\"data/*.parquet\",\n",
    "    local_dir=\"./Classification-Speech-Instructions\",\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "163a08fb",
   "metadata": {},
   "outputs": [],
   "source": [
    "from glob import glob\n",
    "from tqdm import tqdm\n",
    "from multiprocess import Pool\n",
    "import itertools\n",
    "import zipfile\n",
    "import os\n",
    "\n",
    "def chunks(l, n):\n",
    "    for i in range(0, len(l), n):\n",
    "        yield (l[i: i + n], i // n)\n",
    "\n",
    "\n",
    "def multiprocessing(strings, function, cores=6, returned=True):\n",
    "    df_split = chunks(strings, len(strings) // cores)\n",
    "    pool = Pool(cores)\n",
    "    pooled = pool.map(function, df_split)\n",
    "    pool.close()\n",
    "    pool.join()\n",
    "\n",
    "    if returned:\n",
    "        return list(itertools.chain(*pooled))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "44e49a54",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/lib/python3/dist-packages/scipy/__init__.py:146: UserWarning: A NumPy version >=1.17.3 and <1.25.0 is required for this version of SciPy (detected version 1.26.4\n",
      "  warnings.warn(f\"A NumPy version >={np_minversion} and <{np_maxversion}\"\n"
     ]
    }
   ],
   "source": [
    "from glob import glob\n",
    "import pandas as pd\n",
    "import os\n",
    "import json\n",
    "from transformers import AutoProcessor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "df8e0424",
   "metadata": {},
   "outputs": [],
   "source": [
    "processor = AutoProcessor.from_pretrained(\"Qwen/Qwen2-Audio-7B-Instruct\")\n",
    "tokenizer = processor.tokenizer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "5ccc913a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Classification-Speech-Instructions/data/emotion-00000-of-00003.parquet',\n",
       " 'Classification-Speech-Instructions/data/emotion-00001-of-00003.parquet',\n",
       " 'Classification-Speech-Instructions/data/emotion-00002-of-00003.parquet',\n",
       " 'Classification-Speech-Instructions/data/emotion_part2-00000-of-00007.parquet',\n",
       " 'Classification-Speech-Instructions/data/emotion_part2-00001-of-00007.parquet',\n",
       " 'Classification-Speech-Instructions/data/emotion_part2-00002-of-00007.parquet',\n",
       " 'Classification-Speech-Instructions/data/emotion_part2-00003-of-00007.parquet',\n",
       " 'Classification-Speech-Instructions/data/emotion_part2-00004-of-00007.parquet',\n",
       " 'Classification-Speech-Instructions/data/emotion_part2-00005-of-00007.parquet',\n",
       " 'Classification-Speech-Instructions/data/emotion_part2-00006-of-00007.parquet',\n",
       " 'Classification-Speech-Instructions/data/emotion_part3-00000-of-00001.parquet',\n",
       " 'Classification-Speech-Instructions/data/gender_age-00000-of-00005.parquet',\n",
       " 'Classification-Speech-Instructions/data/gender_age-00001-of-00005.parquet',\n",
       " 'Classification-Speech-Instructions/data/gender_age-00002-of-00005.parquet',\n",
       " 'Classification-Speech-Instructions/data/gender_age-00003-of-00005.parquet',\n",
       " 'Classification-Speech-Instructions/data/gender_age-00004-of-00005.parquet',\n",
       " 'Classification-Speech-Instructions/data/language-00000-of-00005.parquet',\n",
       " 'Classification-Speech-Instructions/data/language-00001-of-00005.parquet',\n",
       " 'Classification-Speech-Instructions/data/language-00002-of-00005.parquet',\n",
       " 'Classification-Speech-Instructions/data/language-00003-of-00005.parquet',\n",
       " 'Classification-Speech-Instructions/data/language-00004-of-00005.parquet']"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "files = sorted(glob('Classification-Speech-Instructions/data/*.parquet'))\n",
    "files"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "89648914",
   "metadata": {},
   "outputs": [],
   "source": [
    "!mkdir Classification-Speech-Instructions-audio"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "379b6e10",
   "metadata": {},
   "outputs": [],
   "source": [
    "def loop(files):\n",
    "    files, _ = files\n",
    "    data = []\n",
    "    for f in files:\n",
    "        f_only = os.path.split(f)[1].replace('.parquet', '')\n",
    "        df = pd.read_parquet(f)\n",
    "        for i in tqdm(range(len(df))):\n",
    "            new_f = os.path.join('Classification-Speech-Instructions-audio', \n",
    "                                 f'{f_only}-{i}.mp3')\n",
    "            with open(new_f, 'wb') as fopen:\n",
    "                fopen.write(df['audio_filename'].iloc[i]['bytes'])\n",
    "            \n",
    "            try:\n",
    "                conversation = [\n",
    "                    {\"role\": \"user\", \"content\": [\n",
    "                        {\"type\": \"audio\", \"audio_url\": \"audio.wav\"},\n",
    "                        {\"type\": \"text\", \"text\": df['question'].iloc[i]},\n",
    "                    ]},\n",
    "                    {\"role\": \"assistant\", \"content\": df['answer'].iloc[i]},\n",
    "                ]\n",
    "                text = processor.apply_chat_template(conversation, tokenize=False)\n",
    "            except Exception as e:\n",
    "                continue\n",
    "            \n",
    "            data.append({\n",
    "                'text': text,\n",
    "                'audio': new_f,\n",
    "            })\n",
    "    return data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "b47c2158",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|█████████████████████████████████████████████████████████████████████████████████| 3894/3894 [00:01<00:00, 2987.92it/s]\n"
     ]
    }
   ],
   "source": [
    "processed = loop((files[:1], 0))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "6fb8f970",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'text': \"<|im_start|>system\\nYou are a helpful assistant.<|im_end|>\\n<|im_start|>user\\nAudio 1: <|audio_bos|><|AUDIO|><|audio_eos|>\\nCan you describe the emotional texture of this sound?<|im_end|>\\n<|im_start|>assistant\\nThe audio clip features a neutral tone as the word 'mob' is spoken. There's no particular emotional intensity detected in the delivery, suggesting a straightforward and unemotional recitation of the word.<|im_end|>\\n\",\n",
       " 'audio': 'Classification-Speech-Instructions-audio/emotion-00000-of-00003-3893.mp3'}"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "processed[-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "11dd7b3f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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\" type=\"audio/mpeg\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import IPython.display as ipd\n",
    "ipd.Audio(processed[-1]['audio']) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "054eeab6",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|█████████████████████████████████████████████████████████████████████████████████| 1400/1400 [00:00<00:00, 2023.34it/s]\n",
      "100%|███████████████████████████████████████████████████████████████████████████████████| 985/985 [00:00<00:00, 1343.92it/s]\n",
      "100%|█████████████████████████████████████████████████████████████████████████████████| 3894/3894 [00:01<00:00, 2216.04it/s]\n",
      "100%|███████████████████████████████████████████████████████████████████████████████████| 985/985 [00:00<00:00, 1236.45it/s]\n",
      "100%|███████████████████████████████████████████████████████████████████████████████████| 985/985 [00:00<00:00, 1266.84it/s]\n",
      "100%|███████████████████████████████████████████████████████████████████████████████████| 984/984 [00:00<00:00, 1082.59it/s]\n",
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     ]
    }
   ],
   "source": [
    "processed = multiprocessing(files, loop, cores = min(len(files), 30))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "2ed6a909",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "117508"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(processed)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "e38cc3ca",
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('prepare-Classification-Speech-Instructions.json', 'w') as fopen:\n",
    "    json.dump(processed, fopen)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
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   "language": "python",
   "name": "python3"
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  "language_info": {
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    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.12"
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